{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "f2ea4cf2-948d-4b3a-9f77-3fe823977e97",
   "metadata": {},
   "outputs": [],
   "source": [
    "import time\n",
    "start_time = time.time()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "af36e92c-c486-4d28-9533-a6d1ffa247c9",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import cv2\n",
    "from sklearn.naive_bayes import GaussianNB\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.metrics import classification_report, confusion_matrix\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e2d7d1fb-8847-4c61-bd79-6e998232e9e3",
   "metadata": {},
   "source": [
    "### 数据准备"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "e5853a08-5483-4195-9cbb-eced5aa69efb",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 选择图片和设置路径\n",
    "target = 1\n",
    "data_name = ['0618', '0854', '1066'][target - 1]\n",
    "\n",
    "data_path = f'../RGB_data/UniformSampler_{data_name}_3x3_multi_labelme.csv'  # 训练集\n",
    "pred_path = f'./result_img/pred_{data_name}.png'  # 模型预测结果二值图\n",
    "img_path = f'../input_data/{data_name}.png'  # 测试集\n",
    "binary_path = f'../input_data/{data_name}_label.png'  # 测试集评估用的二值图\n",
    "smoothed_path = f'./result_img/smoothed_pred_{data_name}.png'  # 光滑处理图片保存"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2e93094c-b9d5-4f5e-8eee-7ffc556f7b32",
   "metadata": {},
   "source": [
    "### 数据预处理"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "4acc6910-f090-49e5-a161-33efaae33f41",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 加载数据\n",
    "data = pd.read_csv(data_path)\n",
    "\n",
    "# 提取特征和标签\n",
    "features = data.drop(columns=['Label']).values  # 去掉标签列\n",
    "labels = data['Label'].values\n",
    "\n",
    "# 划分训练集和验证集\n",
    "X_train, X_val, y_train, y_val = train_test_split(features, labels, test_size=0.25, random_state=42)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ab68214f-0d63-4aee-ad55-173aa12b04ff",
   "metadata": {},
   "source": [
    "训练和预测评估"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "5aaceaaf-9a0d-4bfb-979d-29a7c5f688f8",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Validation dataset Evaluation:\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       1.00      0.88      0.93       122\n",
      "           1       0.98      0.95      0.96       186\n",
      "           2       0.12      0.60      0.19         5\n",
      "\n",
      "    accuracy                           0.91       313\n",
      "   macro avg       0.70      0.81      0.70       313\n",
      "weighted avg       0.97      0.91      0.94       313\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# 训练朴素贝叶斯分类器\n",
    "gnb = GaussianNB()\n",
    "gnb.fit(X_train, y_train)\n",
    "\n",
    "# 在验证集上进行预测并做评估\n",
    "y_val_pred = gnb.predict(X_val)\n",
    "print(\"Validation dataset Evaluation:\")\n",
    "print(classification_report(y_val, y_val_pred))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3a5e57c2-daa9-41fa-b70f-b0e7b1e2efdc",
   "metadata": {},
   "source": [
    "测试集上评估"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "4ceffd3c-a932-49be-a6ce-1d228a21a894",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 读入测试集\n",
    "img = cv2.imread(img_path)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "24d8c692-2c8a-45aa-bc54-ee09372f4cf1",
   "metadata": {},
   "outputs": [],
   "source": [
    "# # Padding layer\n",
    "# print(img.shape)\n",
    "# img = cv2.copyMakeBorder(img, 1, 1, 1, 1, cv2.BORDER_REFLECT, value=(0, 0, 0))\n",
    "# print(img.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "193f502c-ad78-4cfb-a722-9d0c4fa0d8f2",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(123504, 27)\n",
      "(250, 500)\n"
     ]
    }
   ],
   "source": [
    "# 读取图片大小\n",
    "height, width, _ = img.shape\n",
    "# 准备测试集特征矩阵\n",
    "test_features = []\n",
    "\n",
    "# 对测试集做同样的3x3处理方便后面按照3x3进行预测\n",
    "# 对于每个像素(除去边缘)，提取周围3*3=9个像素的特征存入特征矩阵\n",
    "# 每一行都是一个像素点的27个特征，这可以保证预测是对中心点进行\n",
    "for y in range(1, height - 1):\n",
    "    for x in range(1, width - 1):\n",
    "        # 中心为(x, y)\n",
    "        feature_vector = img[y-1:y+2, x-1:x+2].flatten()\n",
    "        test_features.append(feature_vector)\n",
    "\n",
    "# 将特征列表转换为NumPy数组\n",
    "test_features_array = np.array(test_features)\n",
    "print(test_features_array.shape)\n",
    "\n",
    "# 在测试集上预测\n",
    "y_test_pred = gnb.predict(test_features_array)\n",
    "\n",
    "# 创建一个与原图大小相同的空白图像，初始化为全0(黑色,即背景)\n",
    "segmented_img = np.zeros((height, width), dtype=np.uint8)\n",
    "# 将预测结果重塑为原始图像对应大小填入数据\n",
    "segmented_img[1:-1, 1:-1] = y_test_pred.reshape(height - 2, width - 2)\n",
    "print(segmented_img.shape)\n",
    "\n",
    "# 对边缘和分界点进行处理全部设置为背景\n",
    "segmented_img[0, :] = segmented_img[-1, :] = 0  # 设置第一行和最后一行为0\n",
    "segmented_img[:, 0] = segmented_img[:, -1] = 0  # 设置第一列和最后一列为0"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6b76b926-21c5-428a-8573-57165369aea8",
   "metadata": {},
   "source": [
    "可视化"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "c0d10f42-25fe-48de-982e-432d1d03c7ab",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Test dataset Evaluation:\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.91      0.94      0.92     54293\n",
      "           1       0.96      0.92      0.94     70707\n",
      "\n",
      "    accuracy                           0.93    125000\n",
      "   macro avg       0.93      0.93      0.93    125000\n",
      "weighted avg       0.93      0.93      0.93    125000\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 生成二值图：只有标签1（道路）为白色，其余为黑色\n",
    "binary_output = np.zeros_like(segmented_img)\n",
    "binary_output[segmented_img == 1] = 255  # 将道路标签染成白色\n",
    "\n",
    "# 保存二值化预测图像\n",
    "cv2.imwrite(pred_path, binary_output)\n",
    "\n",
    "# 计算和打印测试集上的评价指标\n",
    "# 读取二值化图像\n",
    "binary_img = cv2.imread(binary_path, cv2.IMREAD_GRAYSCALE)\n",
    "print(\"Test dataset Evaluation:\")\n",
    "print(classification_report(binary_img.flatten() // 255, binary_output.flatten() // 255))\n",
    "\n",
    "# 显示原图和预测结果\n",
    "plt.figure(figsize=(12, 6))\n",
    "\n",
    "# 显示原图\n",
    "plt.subplot(1, 2, 1)\n",
    "plt.imshow(cv2.cvtColor(img, cv2.COLOR_BGR2RGB))\n",
    "plt.title('')\n",
    "plt.axis('off')\n",
    "\n",
    "# 显示预测的二值图\n",
    "plt.subplot(1, 2, 2)\n",
    "plt.imshow(binary_output, cmap='gray')\n",
    "plt.title('')\n",
    "plt.axis('off')\n",
    "\n",
    "# 显示图像\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "5282b33d-9a13-408f-ae11-971c735585c4",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Smoothed Image Evaluation:\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.90      0.95      0.92     54293\n",
      "           1       0.96      0.91      0.94     70707\n",
      "\n",
      "    accuracy                           0.93    125000\n",
      "   macro avg       0.93      0.93      0.93    125000\n",
      "weighted avg       0.93      0.93      0.93    125000\n",
      "\n",
      "Smoothed Confusion Matrix:\n",
      "[[51635  2658]\n",
      " [ 6043 64664]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 读取二值化图像\n",
    "binary_img = cv2.imread(binary_path, cv2.IMREAD_GRAYSCALE)\n",
    "\n",
    "# 设定结构元素大小\n",
    "kernel_size = 5  # 可以根据需要调整大小\n",
    "kernel = np.ones((kernel_size, kernel_size), np.uint8)\n",
    "\n",
    "# 进行形态学开运算\n",
    "smoothed_img = cv2.morphologyEx(binary_output, cv2.MORPH_OPEN, kernel)\n",
    "\n",
    "# 将平滑后的二值图进行评估\n",
    "original_labels = binary_img.flatten() // 255  # 原始标签\n",
    "smoothed_pred = smoothed_img.flatten() // 255  # 平滑后的预测图\n",
    "\n",
    "# 确保两个数组的长度一致\n",
    "if original_labels.shape[0] != smoothed_pred.shape[0]:\n",
    "    print(f\"Warning: Shapes mismatch! Original: {original_labels.shape[0]}, Smoothed: {smoothed_pred.shape[0]}\")\n",
    "\n",
    "# 计算和打印平滑后的评价指标\n",
    "print(\"Smoothed Image Evaluation:\")\n",
    "print(classification_report(original_labels, smoothed_pred))\n",
    "\n",
    "# 计算混淆矩阵\n",
    "smoothed_conf_matrix = confusion_matrix(original_labels, smoothed_pred)\n",
    "print(\"Smoothed Confusion Matrix:\")\n",
    "print(smoothed_conf_matrix)\n",
    "\n",
    "# 显示原始二值图与处理后的图像\n",
    "plt.figure(figsize=(10, 5))\n",
    "\n",
    "# 显示原始二值图\n",
    "plt.subplot(1, 3, 1)\n",
    "plt.imshow(binary_img, cmap='gray')\n",
    "plt.title('')\n",
    "plt.axis('off')\n",
    "\n",
    "# 显示原始二值图\n",
    "plt.subplot(1, 3, 2)\n",
    "plt.imshow(binary_output, cmap='gray')\n",
    "plt.title('')\n",
    "plt.axis('off')\n",
    "\n",
    "# 显示平滑后的图像\n",
    "plt.subplot(1, 3, 3)\n",
    "plt.imshow(smoothed_img, cmap='gray')\n",
    "plt.title('')\n",
    "plt.axis('off')\n",
    "\n",
    "plt.show()\n",
    "\n",
    "# 保存平滑后的图像\n",
    "cv2.imwrite(smoothed_path, smoothed_img)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "9bc79671-f251-4547-928c-c45b93310fee",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Elapsed time: 1.9764845371246338 seconds\n"
     ]
    }
   ],
   "source": [
    "end_time = time.time()\n",
    "# 计算并打印运行时间\n",
    "elapsed_time = end_time - start_time\n",
    "print(f\"Elapsed time: {elapsed_time} seconds\")"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.18"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
